wrapped.dev
Ethan Byrd (@etbyrd) and Vaibhav (@hellovai) · Marketing
wrapped.dev turns any public GitHub repo into a 2024 year in review. It reads every commit and file change, then uses LLMs to write a plain-language recap you can share.
About wrapped.dev
What Is wrapped.dev
wrapped.dev is a free tool that builds a year-in-review story for a public GitHub repository, in the same spirit as Spotify Wrapped but for code. You enter any public repo, and the site analyzes what changed over 2024. Instead of a raw commit log, you get a written summary of what the project actually shipped.
The idea comes from a holiday side project by Ethan (@etbyrd) and Vaibhav (@hellovai), friends in the Seattle founder community. Ethan founded Actual.ai, which analyzes git repositories for trends, and Vaibhav started Boundary, which makes BAML, an open-source LLM orchestration framework. The two tools do the heavy lifting: Actual.ai gathers repository statistics and trims commit data, while BAML handles prompting and model selection. Gemini 1.5 Pro summarizes a whole repo in one pass through its large context window, and smaller models on AWS Bedrock, including Llama 3.3 70B, analyze each file change in each commit.
There are limits worth knowing up front. It only handles public repos, and private repos are not supported. It does not filter out bot activity, so automated commits count toward the story. And the team is not running the full analysis pipeline at scale, so some stats or scores can look off. Treat the recap as a fun overview, not a code-quality verdict.
Getting Started
- Go to wrapped.dev and type the name of any public GitHub repository.
- Submit it and let the tool clone the repo and sort through the commits and file changes.
- Wait for the analysis to run, since the pipeline reads every file change across the year.
- Read the generated summary that describes what happened in the repo in 2024.
- Share the result or browse the popular and latest repos the site features.
Product Information
A quick look at wrapped.dev's pricing, supported platforms, and performance.
Best for
The users, tasks, and scenarios where this tool fits best.
Users
- Developers who want a quick read on a repo
- Open-source maintainers
- People browsing trending projects
Tasks
- Understanding an unfamiliar codebase
- Making a year-in-review post
- Comparing how active repos were
Scenarios
- End-of-year project reflection
- Judging an open-source project before you contribute
- Fun team recap
Key features
Repository Year in Review
wrapped.dev analyzes a public repo's 2024 activity and writes a recap of what happened. It looks at every commit and every file change, then produces a summary for you to read. It is the core of the tool and the reason people submit a repo in the first place.
Commit and File-Change Analysis
The tool digs into the git history at the file level, not just totals. Actual.ai, a git analysis engine from one of the founders, gathers repository statistics and programmatically trims the commit information. Smaller models then review each file change within every commit, so the recap reflects real work rather than just a line count.
Large-Context LLM Summary
wrapped.dev one-shots a whole repository summary into Gemini 1.5 Pro, using its large context window to keep the project in view at once. The founders describe this route as expensive but effective for general analysis, because the model sees the repo as a whole instead of fragments.
Structured Prompting with BAML
All the prompting and model selection run through BAML, Vaibhav's open-source LLM orchestration framework. Instead of hoping the model follows instructions, BAML enforces them with algorithms on top of any LLM. That keeps the recap's format and structure consistent across repos.
Mixed-Model Pipeline on AWS Bedrock
For the behind-the-scenes work, wrapped.dev leans on open-source models hosted on AWS Bedrock, including Llama 3.3 70B. These smaller models handle the repetitive job of analyzing every file change in every commit. The setup keeps the per-commit cost low enough to run across a whole year of history.
Popular and Latest Repo Discovery
The homepage surfaces two lists you can browse without picking a repo yourself. One shows popular repos other people have wrapped, and the other shows the most recently added ones. It is a light way to see what the community is curious about.
Shareable Recap
The whole point is a recap you can pass around. The output reads like a story about the project's year rather than a metrics dump, which makes it easy to share with teammates or followers who will not open a commit history on their own.
Pros and cons
Pros
- Free to use, with no account or install required to wrap a public repo.
- Reads file changes across every commit, so the recap reflects real activity rather than a raw commit count.
- Turns a year of git history into a plain-language summary you can share with non-developers.
- Built on a clear stack, with Actual.ai for git analysis, BAML for prompting, and Bedrock models for per-change work.
Cons
- Only public repositories work, so private or internal projects cannot be wrapped.
- It does not check for bots, so automated commits and bot activity can skew what the recap reports.
- The team runs a reduced pipeline to keep scale manageable, so some scores and stats can be inaccurate.
- It is a holiday hobby project, so expect rough edges and a limited feature set rather than a polished platform.
Frequently asked questions
It builds a year-in-review recap for any public GitHub repository. The tool reads every commit and file change from 2024, analyzes them with a mix of git tooling and large language models, and writes a plain-language summary of what the project did.
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